Importing required libraries to predict acceleration using random forest, calculate RMSE (RootMeanSquaredError), and create plots to compare predicted and actual acceleration

import pandas as pd
import numpy as np
import FileProcessing
import ModelClass

original File path: c:\Users\StudentAccount\Python\Capstone\gitcodelocation\DataDrivenCarFollowing\datadrivencarfollowing-v1\scripts
Data File path: c:\Users\StudentAccount\Python\Capstone\gitcodelocation\DataDrivenCarFollowing\datadrivencarfollowing-v1\data

file=FileProcessing.FileProcessing()
model_obj=ModelClass.ModelClass()

delta_time=0.2
timeSpans=[0.1,0.2,0.3,0.5,1,2,4]

file_name='Prediction_set_Predited_data_' +str(delta_time)
prediction_set=file.read_input(file_name)

File Read Complete: c:\Users\StudentAccount\Python\Capstone\gitcodelocation\DataDrivenCarFollowing\datadrivencarfollowing-v1\data/Prediction_set_Predited_data_0.2.csv

predict_on_pair=prediction_set["L-F_Pair"].unique()

for pair_number in predict_on_pair:
    for delta_time in timeSpans:
        print(f"Pair: {pair_number} , reaction time: {delta_time} Trajectories: ")
        prediction_1 = prediction_set[prediction_set["L-F_Pair"]== pair_number]
        model_obj.plot_all_predictions(prediction_1,delta_time)
        print()

Pair: 2322-2330 , reaction time: 0.1 Trajectories: 

Pair: 2322-2330 , reaction time: 0.2 Trajectories: 

Pair: 2322-2330 , reaction time: 0.3 Trajectories: 

Pair: 2322-2330 , reaction time: 0.5 Trajectories: 

Pair: 2322-2330 , reaction time: 1 Trajectories: 

Pair: 2322-2330 , reaction time: 2 Trajectories: 

Pair: 2322-2330 , reaction time: 4 Trajectories: 

Pair: 551-560 , reaction time: 0.1 Trajectories: 

Pair: 551-560 , reaction time: 0.2 Trajectories: 

Pair: 551-560 , reaction time: 0.3 Trajectories: 

Pair: 551-560 , reaction time: 0.5 Trajectories: 

Pair: 551-560 , reaction time: 1 Trajectories: 

Pair: 551-560 , reaction time: 2 Trajectories: 

Pair: 551-560 , reaction time: 4 Trajectories: 

Pair: 1304-1309 , reaction time: 0.1 Trajectories: 

Pair: 1304-1309 , reaction time: 0.2 Trajectories: 

Pair: 1304-1309 , reaction time: 0.3 Trajectories: 

Pair: 1304-1309 , reaction time: 0.5 Trajectories: 

Pair: 1304-1309 , reaction time: 1 Trajectories: 

Pair: 1304-1309 , reaction time: 2 Trajectories: 

Pair: 1304-1309 , reaction time: 4 Trajectories: 

Pair: 2785-2804 , reaction time: 0.1 Trajectories: 

Pair: 2785-2804 , reaction time: 0.2 Trajectories: 

Pair: 2785-2804 , reaction time: 0.3 Trajectories: 

Pair: 2785-2804 , reaction time: 0.5 Trajectories: 

Pair: 2785-2804 , reaction time: 1 Trajectories: 

Pair: 2785-2804 , reaction time: 2 Trajectories: 

Pair: 2785-2804 , reaction time: 4 Trajectories: 

Pair: 3084-3094 , reaction time: 0.1 Trajectories: 

Pair: 3084-3094 , reaction time: 0.2 Trajectories: 

Pair: 3084-3094 , reaction time: 0.3 Trajectories: 

Pair: 3084-3094 , reaction time: 0.5 Trajectories: 

Pair: 3084-3094 , reaction time: 1 Trajectories: 

Pair: 3084-3094 , reaction time: 2 Trajectories: 

Pair: 3084-3094 , reaction time: 4 Trajectories: 

Pair: 439-444 , reaction time: 0.1 Trajectories: 

Pair: 439-444 , reaction time: 0.2 Trajectories: 

Pair: 439-444 , reaction time: 0.3 Trajectories: 

Pair: 439-444 , reaction time: 0.5 Trajectories: 

Pair: 439-444 , reaction time: 1 Trajectories: 

Pair: 439-444 , reaction time: 2 Trajectories: 

Pair: 439-444 , reaction time: 4 Trajectories: 

Pair: 2695-2725 , reaction time: 0.1 Trajectories: 

Pair: 2695-2725 , reaction time: 0.2 Trajectories: 

Pair: 2695-2725 , reaction time: 0.3 Trajectories: 

Pair: 2695-2725 , reaction time: 0.5 Trajectories: 

Pair: 2695-2725 , reaction time: 1 Trajectories: 

Pair: 2695-2725 , reaction time: 2 Trajectories: 

Pair: 2695-2725 , reaction time: 4 Trajectories: 

Pair: 2725-2717 , reaction time: 0.1 Trajectories: 

Pair: 2725-2717 , reaction time: 0.2 Trajectories: 

Pair: 2725-2717 , reaction time: 0.3 Trajectories: 

Pair: 2725-2717 , reaction time: 0.5 Trajectories: 

Pair: 2725-2717 , reaction time: 1 Trajectories: 

Pair: 2725-2717 , reaction time: 2 Trajectories: 

Pair: 2725-2717 , reaction time: 4 Trajectories: 

Pair: 1635-1642 , reaction time: 0.1 Trajectories: 

Pair: 1635-1642 , reaction time: 0.2 Trajectories: 

Pair: 1635-1642 , reaction time: 0.3 Trajectories: 

Pair: 1635-1642 , reaction time: 0.5 Trajectories: 

Pair: 1635-1642 , reaction time: 1 Trajectories: 

Pair: 1635-1642 , reaction time: 2 Trajectories: 

Pair: 1635-1642 , reaction time: 4 Trajectories: